“…There are the rapidly growing body of literature on the financial market and social economics reaction to COVID-19. The stock market’s reaction to COVID-19 is first paid closely attentions, and is found that the large risk of stock market is formed during the COVID-19 pandemic, see e.g., Ashraf (2020) , Baker, Bloom, Davis, et al (2020) , Cox, Greenwald, and Ludvigson (2020) , Liu, Huynh, and Dai (2021) , Duan, Liu, and Wang (2021) , Li et al, 2021a , Li et al, 2021b , Rehman, Kang, Ahmad, et al (2021) , and Zhang, Ding, Hang, et al (2022) . The reaction of the bond market to COVID-19 is another perspective and has been paid closely attentions, and is found that the bond spread and liquidity are deteriorated clearly, and the extreme liquidity pressure has been caused by the financing constraint which is from different financial institutions or intermediaries (e.g., see Apergis et al, 2022 , Falato et al, 2021 , Haddad et al, 2021 , Paczos and Shakhnov, 2022 ).…”